ms-swift

deepseek embedding glm grpo internvl kimi liger llama llm lora megatron moe multimodal peft qwen qwen3 qwen3-omni qwen3-vl reranker sft

Score: 25.940265286856217

Last synced: 5 minutes ago
JSON representation

Repository metadata:

Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.8, DeepSeek-V4, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM5.3, Gemma4, Llava, Phi4, ...) (AAAI 2025).

Host: GitHub
URL: https://github.com/modelscope/ms-swift
Owner: modelscope
License: apache-2.0
Created: 2023-08-01T15:06:39.000Z (about 3 years ago)
Default Branch: main
Last Pushed: 2026-10-04T00:15:07.000Z (4 days ago)
Last Synced: 2026-10-04T01:53:14.704Z (4 days ago)
Topics: deepseek, embedding, glm, grpo, internvl, kimi, liger, llama, llm, lora, megatron, moe, multimodal, peft, qwen, qwen3, qwen3-omni, qwen3-vl, reranker, sft
Language: Python
Homepage: https://swift.readthedocs.io/zh-cn/latest/
Size: 82.7 MB
Stars: 15,776
Watchers: 57
Forks: 1,718
Open Issues: 581
Metadata Files:
- Readme: README.md
- Contributing: CONTRIBUTING.md
- License: LICENSE
- Code of conduct: CODE_OF_CONDUCT.md
- Security: .github/SECURITY.md

Owner metadata:

Name: ModelScope
Login: modelscope
Email: contact@modelscope.cn
Kind: organization
Description: Model-as-a-Service in the making: bring accessible AI to all.
Website: https://www.modelscope.cn/
Location:
Twitter:
Company:
Icon url: https://avatars.githubusercontent.com/u/109945100?v=4
Repositories: 59
Last Synced at: 2026-10-06T21:57:43.048Z
Profile URL: https://github.com/modelscope

GitHub Events

Total

Commit comment event: 2
Create event: 57
Delete event: 9
Fork event: 472
Issue comment event: 5321
Issues event: 2810
Member event: 4
Pull request event: 2009
Pull request review comment event: 557
Pull request review event: 1441
Push event: 1539
Release event: 28
Watch event: 4839
Total: 19088

Last Year

Commit comment event: 2
Create event: 57
Delete event: 9
Fork event: 472
Issue comment event: 5321
Issues event: 2810
Member event: 4
Pull request event: 2009
Pull request review comment event: 557
Pull request review event: 1441
Push event: 1539
Release event: 28
Watch event: 4839
Total: 19088

Committers metadata

Last synced: 1 day ago

Total Commits: 3,788
Total Committers: 235
Avg Commits per committer: 16.119
Development Distribution Score (DDS): 0.478

Commits in past year: 1,326
Committers in past year: 156
Avg Commits per committer in past year: 8.5
Development Distribution Score (DDS) in past year: 0.549

Name	Email	Commits
Jintao	h**t@a**m	1979
tastelikefeet	5****t	601
jinghanhu	h**s@z**n	528
cherry77-cloud	1**5@q**m	53
slin000111	1****1	50
addsubmuldiv	z**7@1**m	43
z0o0ey	1****y	27
Excelius	5****g	25
russwest404	8****0	23
DaozeZhang	5****g	18
Baole Ai	b**l@a**m	16
Chenghao Liu	9****u	15
Hong Zhang	4****4	13
wenmeng zhou	w**m@a**m	11
Yunlin Mao	m**r@q**m	10
hazelduan	8****n	8
meichangsu1	1**6@q**m	7
Tohru	6****y	6
Yufeng He	4****g	6
Ziyang Guo	1****o	6
Fish	4****e	6
陈志谦	8****t	6
jiaqiw09	6****9	5
jiangzeyinzi	j**i@1**m	5
hpsun1109	s**9@g**m	5
weikaiwen	3****m	5
ys2025-AI	y**n@1**m	5
YumiMom	6**8@q**m	5
Ruihan11	1****1	5
Grapette.L	9****e	5
and 205 more...

Issue and Pull Request metadata

Last synced: 1 day ago

Total issues: 4,587
Total pull requests: 5,242
Average time to close issues: 3 months
Average time to close pull requests: 3 days
Total issue authors: 2,319
Total pull request authors: 345
Average comments per issue: 3.24
Average comments per pull request: 0.54
Merged pull request: 4,448
Bot issues: 0
Bot pull requests: 2

Past year issues: 1,677
Past year pull requests: 1,514
Past year average time to close issues: about 2 months
Past year average time to close pull requests: 5 days
Past year issue authors: 975
Past year pull request authors: 241
Past year average comments per issue: 3.12
Past year average comments per pull request: 1.29
Past year merged pull request: 1,202
Past year bot issues: 0
Past year bot pull requests: 0

More stats: https://issues.ecosyste.ms/repositories/lookup?url=https://github.com/modelscope/ms-swift

Top Issue Authors

Jintao-Huang (60)
justStarG (29)
zhangfan-algo (23)
aJupyter (22)
BITDDD (19)
dipta007 (19)
xdaiycl (19)
singing4you (19)
bonre (16)
HT-NEKO (16)
cxmscb (15)
RyanOvO (14)
vibe-viscot (14)
codecat0 (14)
yyyhhl (13)

Top Pull Request Authors

Jintao-Huang (2,701)
tastelikefeet (729)
hjh0119 (706)
slin000111 (73)
taking-lying-flat (48)
addsubmuldiv (47)
DaozeZhang (38)
0russwest0 (36)
mi804 (28)
baoleai (28)
z0o0ey (28)
RerankerGuo (21)
Excelius-Wang (19)
Yunnglin (19)
hpsun1109 (15)

Top Issue Labels

stale (781)
bug (695)
enhancement (328)
question (282)
more models (62)
npu (45)
good first issue (22)
solved (18)
needs more info (16)
swift3.0 (11)
documentation (7)
duplicate (3)
this week (2)
wontfix (2)
multi-node (2)
pending (1)
ide:vscode (1)
discussion (1)
os:windows (1)
needs-triage (1)
kind:bug (1)
area:autocomplete (1)

Top Pull Request Labels

stale (79)
bug (10)
enhancement (8)
more models (6)
postpone (5)
pending (4)
documentation (3)
this week (2)
dependencies (2)
swift3.0 (2)
discussion (2)
invalid (1)
duplicate (1)

Package metadata

Total packages: 3
Total downloads:
- pypi: 47,954 last-month
Total dependent packages: 2 (may contain duplicates)
Total dependent repositories: 9 (may contain duplicates)
Total versions: 373
Total maintainers: 2
Total advisories: 4

proxy.golang.org: github.com/ModelScope/ms-swift

Homepage:
Documentation: https://pkg.go.dev/github.com/ModelScope/ms-swift#section-documentation
Licenses: apache-2.0
Latest release: v4.5.3+incompatible (published about 1 month ago)
Last Synced: 2026-10-06T20:06:19.567Z (1 day ago)
Versions: 119
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent packages count: 4.152%
- Average: 4.296%
- Dependent repos count: 4.44%

proxy.golang.org: github.com/modelscope/ms-swift

Homepage:
Documentation: https://pkg.go.dev/github.com/modelscope/ms-swift#section-documentation
Licenses: apache-2.0
Latest release: v4.5.3+incompatible (published about 1 month ago)
Last Synced: 2026-10-06T20:06:19.764Z (1 day ago)
Versions: 118
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent packages count: 5.468%
- Average: 5.651%
- Dependent repos count: 5.835%

pypi.org: ms-swift

Swift: Scalable lightWeight Infrastructure for Fine-Tuning

Homepage: https://github.com/modelscope/ms-swift
Documentation: https://ms-swift.readthedocs.io/
Licenses: Apache License 2.0
Latest release: 4.5.3 (published 30 days ago)
Last Synced: 2026-10-06T20:06:17.581Z (1 day ago)
Versions: 136
Dependent Packages: 2
Dependent Repositories: 9
Downloads: 47,954 Last month
Rankings:
- Downloads: 4.44%
- Dependent packages count: 4.783%
- Dependent repos count: 4.852%
- Average: 5.968%
- Stargazers count: 6.445%
- Forks count: 9.322%
Maintainers (2)
- only1989
- yingdachen
Advisories:

Dependencies

.github/workflows/assistant.yaml actions

QoderAI/qoder-action v0 composite
actions/checkout v4 composite

.github/workflows/citest.yaml actions

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.github/workflows/citest_npu.yaml actions

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actions/setup-python v2 composite

.github/workflows/publish.yaml actions

actions/checkout v2 composite
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setup.py pypi

requirements/docs.txt pypi

docutils >=0.16.0
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sphinxcontrib-mermaid *

.github/workflows/close_tale_issue.yaml actions

actions/stale v8 composite

requirements.txt pypi

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